SOTAVerified

Image Classification

Image Classification is a fundamental task in vision recognition that aims to understand and categorize an image as a whole under a specific label. Unlike object detection, which involves classification and location of multiple objects within an image, image classification typically pertains to single-object images. When the classification becomes highly detailed or reaches instance-level, it is often referred to as image retrieval, which also involves finding similar images in a large database.

Source: Metamorphic Testing for Object Detection Systems

Papers

Showing 43814390 of 10420 papers

TitleStatusHype
Image Classification for Arabic: Assessing the Accuracy of Direct English to Arabic Translations0
Deep Learning Solutions for TanDEM-X-based Forest Classification0
Deep Learning Reproducibility and Explainable AI (XAI)0
Deep Learning Representation using Autoencoder for 3D Shape Retrieval0
Deep Learning Recognition for Arabic Alphabet Sign Language RGB Dataset0
Amortized Proximal Optimization0
Deep learning pipeline for image classification on mobile phones0
Deep Learning of Cell Classification using Microscope Images of Intracellular Microtubule Networks0
Bag of Tricks with Quantized Convolutional Neural Networks for image classification0
Deep Learning Mixture-of-Experts Approach for Cytotoxic Edema Assessment in Infants and Children0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CoCa (finetuned)Top 1 Accuracy91Unverified
2Model soups (BASIC-L)Top 1 Accuracy90.98Unverified
3Model soups (ViT-G/14)Top 1 Accuracy90.94Unverified
4DaViT-GTop 1 Accuracy90.4Unverified
5Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2Unverified
6DaViT-HTop 1 Accuracy90.2Unverified
7SwinV2-GTop 1 Accuracy90.17Unverified
8MAWS (ViT-6.5B)Top 1 Accuracy90.1Unverified
9Florence-CoSwin-HTop 1 Accuracy90.05Unverified
10RevCol-HTop 1 Accuracy90Unverified